Data Science Hacks, Tips and Tricks
IntermediateLevel
4 hrs 0 minsDuration
About this Course
- This course provides Python programming hacks, tips, and tricks to enhance efficiency in data science tasks, improving workflow and coding practices.
- It covers essential data exploration hacks, enabling you to analyze datasets effectively, generate insights quickly, and streamline data understanding.
- Designed for data scientists, analysts, and coding enthusiasts, this course helps improve efficiency by teaching optimized approaches to data science.
Learning Outcomes
Write Efficient Code
Learn Python tricks to optimize and improve data science workflow.
Explore Data Quickly
Use effective techniques to analyze datasets and gain insights.
Automate Data Tasks
Streamline workflows by automating repetitive tasks in Python.
Who Should Enroll
- Data scientists aiming to write efficient code, streamline workflows, and improve models using advanced Python.
- Data analysts seeking to enhance exploration, improve preprocessing, and optimize workflows for practical use.
- Anyone eager to learn Python tips, automate tasks, and boost productivity with efficient coding techniques.
Course Curriculum
Explore a comprehensive curriculum covering Python, machine learning models, deep learning techniques, and AI applications.
1. About the Data Science Hacks, Tips and Tricks Course
2. Course Overview and Learning Path
3. Setting Up Your Environment
1. AI&ML Blackbelt Plus Program (Sponsored)
1. Resource Downloader
2. Automated Data Collection
3. Web Scraping Techniques
1. Pandas Apply
2. Advanced Pandas Functions
3. Vectorization Techniques
4. Custom Apply Functions
1. How to extract email addresses from text?
2. Regular Expressions in Python
3. Text Pattern Matching
1. Automated Missing Value Handling
2. Outlier Detection Techniques
3. Streamlining Data Cleaning Workflows
1. Jupyter Notebook Efficiency Tips
2. Magic Commands
3. Notebook Extensions
4. Reproducible Notebooks
1. Rapid Data Visualization
2. Matplotlib Hacks
3. Interactive Plotting
4. Dashboard Creation
1. List Comprehensions
2. Generator Expressions
3. Lambda Functions
4. Decorators for Data Science
1. Quick Model Prototyping
2. Feature Selection Techniques
3. Cross-Validation Shortcuts
4. Model Interpretation Hacks
Projects you will build
Apply skills with hands-on projects.
Data Exploration Automation
Build a reusable Python toolkit that automates common data exploration tasks, generates insightful visualizations, and creates automated data quality reports to streamline your workflow.
Efficient Model Pipeline
Develop an end-to-end machine learning pipeline that implements the efficiency hacks learned throughout the course, focusing on preprocessing, feature engineering, and model selection automation.
Meet the instructor
Our instructor and mentors carry years of experience in data industry
Get this Course Now
With this course you’ll get
- 240 hour
Duration
- Kunal Jain
Instructor
- Intermediate
Level
Certificate of completion
Earn a professional certificate upon course completion
- Globally recognized certificate
- Verifiable online credential
- Enhances professional credibility
Frequently Asked Questions
Looking for answers to other questions?
This course is for those who want to write efficient data science code, learn programming hacks, or explore useful tips
This course is completely free of cost!
You will have 6 months of access after registration. After that, you need to re-enroll, and past progress will be lost.
You can complete this course in a few hours. Each module is independent, allowing you to learn at your convenience.
Related courses
Expand your knowledge with these related courses and expand way beyond
1 Hours6 Lessons4.6
Getting Started with Large Language Models
0 Hours1 Lessons4.8
Navigating LLM Tradeoffs: Techniques for Speed, Cost, Scale & Accuracy
1 Hours6 Lessons4.5
Framework to Choose the Right LLM for Your Business
Popular Categories
Discover our most popular courses to boost your skills
Popular free courses
Discover our most popular courses to boost your skills
Contact Us Today
Take the first step towards a future of innovation & excellence with Analytics Vidhya
Unlock Your AI & ML Potential
Get Expert Guidance
Need Support? We’ve Got Your Back Anytime!
+91-8068342847 | +91-8046107668
10AM - 7PM (IST) Mon-Sun[email protected]
You'll hear back in 24 hours